{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   R-squared:                       0.987\n",
      "Model:                            OLS   Adj. R-squared:                  0.982\n",
      "Method:                 Least Squares   F-statistic:                     225.0\n",
      "Date:                Mon, 24 Jun 2024   Prob (F-statistic):           0.000643\n",
      "Time:                        09:43:43   Log-Likelihood:              -0.061166\n",
      "No. Observations:                   5   AIC:                             4.122\n",
      "Df Residuals:                       3   BIC:                             3.341\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const          0.3000      0.332      0.905      0.432      -0.755       1.355\n",
      "x              1.5000      0.100     15.000      0.001       1.182       1.818\n",
      "==============================================================================\n",
      "Omnibus:                          nan   Durbin-Watson:                   3.333\n",
      "Prob(Omnibus):                    nan   Jarque-Bera (JB):                0.839\n",
      "Skew:                          -0.408   Prob(JB):                        0.657\n",
      "Kurtosis:                       1.167   Cond. No.                         8.37\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\stats\\stattools.py:74: ValueWarning: omni_normtest is not valid with less than 8 observations; 5 samples were given.\n",
      "  warn(\"omni_normtest is not valid with less than 8 observations; %i \"\n"
     ]
    }
   ],
   "source": [
    "# statsmodels 是一个用于统计建模、统计测试和统计数据探索的 Python 库。\n",
    "import statsmodels.api as sm\n",
    "import pandas as pd\n",
    "\n",
    "# 创建一个示例数据集\n",
    "data = {\n",
    "    'x': [1, 2, 3, 4, 5],\n",
    "    'y': [2, 3, 5, 6, 8]\n",
    "}\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 添加常数项\n",
    "X = sm.add_constant(df['x'])\n",
    "y = df['y']\n",
    "\n",
    "# 拟合线性回归模型\n",
    "model = sm.OLS(y, X)\n",
    "results = model.fit()\n",
    "\n",
    "# 输出回归结果\n",
    "print(results.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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      ],
      "text/plain": [
       "   x  y\n",
       "0  1  2\n",
       "1  2  3\n",
       "2  3  5\n",
       "3  4  6\n",
       "4  5  8"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 实例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 读取 CSV 文件\n",
    "df = pd.read_csv('passengers.csv', parse_dates=['date'], index_col='date')\n",
    "\n",
    "# 进行季节性分解\n",
    "        '''\n",
    "        statsmodels 库中的 seasonal_decompose 函数对时间序列数据进行季节性分解。\n",
    "\n",
    "        sm.tsa.seasonal_decompose：这是 statsmodels 库中用于季节性分解的函数。\n",
    "\n",
    "        df['passengers']：这是要进行季节性分解的时间序列数据。\n",
    "        在这个例子中，df 是一个包含时间序列数据的 DataFrame，\n",
    "        'passengers' 是 DataFrame 中的一列，表示每个月的航空乘客数量。\n",
    "\n",
    "        model='multiplicative'：这是指定季节性分解的模型类型。\n",
    "        在这个例子中，我们使用的是乘法模型（multiplicative model）。\n",
    "        '''\n",
    "decomposition = sm.tsa.seasonal_decompose(df['passengers'], model='multiplicative')\n",
    "\n",
    "# 绘制分解结果\n",
    "plt.figure(figsize=(12, 8))\n",
    "# 原始数据（Original）：显示了时间序列的原始数据。在这个例子中，它展示了每个月的航空乘客数量。\n",
    "# 通过观察原始数据，你可以看到数据的整体趋势和季节性模式。\n",
    "plt.subplot(411) # 参数 411 是一个三位数的整数，用于指定子图的布局和位置。\n",
    "'''\n",
    "                    具体来说，这个三位数的整数可以分解为三个部分：\n",
    "\n",
    "                    第一个数字（4）表示整个图表将被分成 4 行。\n",
    "\n",
    "                    第二个数字（1）表示整个图表将被分成 1 列。\n",
    "\n",
    "                    第三个数字（1）表示当前子图将位于第 1 行第 1 列的位置。\n",
    "\n",
    "                    因此，plt.subplot(411) 表示创建一个包含 4 行 1 列的图表布局，\n",
    "                    并将当前子图放置在第 1 行第 1 列的位置。\n",
    "'''\n",
    "plt.plot(df['passengers'], label='Original')\n",
    "plt.legend(loc='best')\n",
    "# 趋势（Trend）：时间序列数据的趋势成分。趋势成分表示数据在较长一段时间内的总体变化方向。\n",
    "# 在这个例子中，趋势图展示了航空乘客数量的长期增长趋势。\n",
    "plt.subplot(412)\n",
    "plt.plot(decomposition.trend, label='Trend')\n",
    "plt.legend(loc='best')\n",
    "# 季节性（Seasonal）：显示了时间序列数据的季节性成分。季节性成分表示数据在一年内的周期性变化。\n",
    "# 在这个例子中，季节性图展示了每个月的航空乘客数量相对于年平均值的波动。\n",
    "# 通常，季节性成分会在每年的同一时间重复出现。\n",
    "plt.subplot(413)\n",
    "plt.plot(decomposition.seasonal, label='Seasonal')\n",
    "plt.legend(loc='best')\n",
    "# 残差（Residual）：显示了时间序列数据的残差成分。\n",
    "# 残差成分表示原始数据中未被趋势和季节性成分解释的部分。\n",
    "# 残差图可以帮助你识别数据中的异常值或不规则波动。\n",
    "# 在这个例子中，残差图展示了每个月的航空乘客数量相对于趋势和季节性成分的偏差。\n",
    "plt.subplot(414)\n",
    "plt.plot(decomposition.resid, label='Residual')\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
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   "display_name": "base",
   "language": "python",
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   "pygments_lexer": "ipython3",
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